{"id":"W4283012587","doi":"10.1007/978-981-19-0511-7_53","title":"Energy Dissipation of Concrete Columns Confined with GFRP Ties Under Reversed Cyclic Loading","year":2022,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Structural Behavior of Reinforced Concrete","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Fibre-reinforced plastic; Reinforcement; Dissipation; Materials science; Hysteresis; Structural engineering; Reinforced concrete column; Dissipative system; Composite material; Column (typography); Engineering; Connection (principal bundle)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007760953,0.0006811442,0.0008112527,0.0005116048,0.00004699047,0.0000345529,0.0003056672,0.0004581795,0.001135072],"category_scores_gemma":[0.00004136876,0.0007324936,0.0001640275,0.000181074,0.00007105201,0.0001399592,0.0000760229,0.000928113,0.000002295517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004749577,"about_ca_system_score_gemma":0.00005716557,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001291167,"about_ca_topic_score_gemma":0.0001737735,"domain_scores_codex":[0.9981241,0.00001067209,0.0005717381,0.0003905566,0.0004604816,0.0004424878],"domain_scores_gemma":[0.9988596,0.0003291999,0.0001731033,0.0004820864,0.00005528118,0.0001007467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004070375,1.931792e-7,0.0000286159,0.0003482191,0.0002147184,0.00005321627,0.0002494184,0.9599559,0.02726647,0.009957274,0.00002290146,0.001862367],"study_design_scores_gemma":[0.008084237,0.001400442,0.0008763836,0.007299883,0.001734397,0.000491801,0.00008674078,0.6120775,0.2444787,0.004509616,0.1075221,0.01143816],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.05365148,0.01033769,0.7215342,0.0001904399,0.005747562,0.00291451,0.0007186867,0.004366412,0.200539],"genre_scores_gemma":[0.9960272,0.0001957346,0.00155094,0.00003397575,0.0001358909,0.00005751121,0.0002241236,0.0002959853,0.001478647],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9423757,"threshold_uncertainty_score":0.999778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008292490387859446,"score_gpt":0.1892453146796568,"score_spread":0.1809528242917974,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}